Pandas Profiling Report

Dataset statistics

Number of variables	22
Number of observations	1000
Missing cells	1500
Missing cells (%)	6.8%
Duplicate rows	0
Duplicate rows (%)	0.0%
Total size in memory	172.0 KiB
Average record size in memory	176.1 B

Variable types

Numeric	18
Categorical	3
Unsupported	1

Alerts

`F3` is highly overall correlated with `F14`	High correlation
`F14` is highly overall correlated with `F1`	High correlation
`F19` is highly overall correlated with `F21`	High correlation
`F20` is highly overall correlated with `F19`	High correlation
`F1` is highly overall correlated with `F14`	High correlation
`F7` is highly overall correlated with `F15`	High correlation
`F15` is highly overall correlated with `F7`	High correlation
`F21` is highly overall correlated with `F19`	High correlation
`F21` has 500 (50.0%) missing values	Missing
`Class` has 1000 (100.0%) missing values	Missing
`F16` is uniformly distributed	Uniform
`Class` is an unsupported type, check if it needs cleaning or further analysis	Unsupported

Reproduction

Analysis started	2023-01-11 12:07:26.981123
Analysis finished	2023-01-11 12:07:46.849917
Duration	19.87 seconds
Software version	pandas-profiling vv3.5.0
Download configuration	config.json

F1
Real number (ℝ)

Distinct	950
Distinct (%)	95.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	1.0485561

Minimum	0.11197
Maximum	4.657
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	7.9 KiB

Quantile statistics

Minimum	0.11197
5-th percentile	0.159345
Q1	0.380375
median	0.7648
Q3	1.39
95-th percentile	2.9931
Maximum	4.657
Range	4.54503
Interquartile range (IQR)	1.009625

Descriptive statistics

Standard deviation	0.9029195
Coefficient of variation (CV)	0.86110749
Kurtosis	2.2392235
Mean	1.0485561
Median Absolute Deviation (MAD)	0.44285
Skewness	1.5336633
Sum	1048.5561
Variance	0.81526363
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0.3578	2	0.2%
1.065	2	0.2%
1.064	2	0.2%
0.19	2	0.2%
3.551	2	0.2%
1.574	2	0.2%
2.253	2	0.2%
1.135	2	0.2%
1.283	2	0.2%
2.368	2	0.2%
Other values (940)	980	98.0%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0.11197	1	0.1%
0.11271	1	0.1%
0.11508	1	0.1%
0.11533	1	0.1%
0.11618	1	0.1%
0.11649	1	0.1%
0.1178	1	0.1%
0.11839	1	0.1%
0.11847	1	0.1%
0.1189	1	0.1%

Value	Count	Frequency (%)
4.657	1	0.1%
4.571	1	0.1%
4.564	1	0.1%
4.552	1	0.1%
4.515	1	0.1%
4.417	1	0.1%
4.386	1	0.1%
4.366	1	0.1%
4.33	1	0.1%
4.262	1	0.1%

F2
Categorical

Distinct	2
Distinct (%)	0.2%
Missing	0
Missing (%)	0.0%
Memory size	7.9 KiB

1	511
0	489

Length

Max length	1
Median length	1
Mean length	1
Min length	1

Characters and Unicode

Total characters	1000
Distinct characters	2
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	1
2nd row	1
3rd row	1
4th row	0
5th row	1

Common Values

Value	Count	Frequency (%)
1	511	51.1%
0	489	48.9%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
1	511	51.1%
0	489	48.9%

Most occurring characters

Value	Count	Frequency (%)
1	511	51.1%
0	489	48.9%

Most occurring categories

Value	Count	Frequency (%)
Decimal Number	1000	100.0%

Most frequent character per category

Decimal Number

Value	Count	Frequency (%)
1	511	51.1%
0	489	48.9%

Most occurring scripts

Value	Count	Frequency (%)
Common	1000	100.0%

Most frequent character per script

Common

Value	Count	Frequency (%)
1	511	51.1%
0	489	48.9%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	1000	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
1	511	51.1%
0	489	48.9%

F3
Real number (ℝ)

Distinct	980
Distinct (%)	98.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	-5340.3338

Minimum	-18619.44
Maximum	394.56
Zeros	0
Zeros (%)	0.0%
Negative	999
Negative (%)	99.9%
Memory size	7.9 KiB

Quantile statistics

Minimum	-18619.44
5-th percentile	-7766.74
Q1	-5465.39
median	-5001.14
Q3	-4745.242
95-th percentile	-4015.33
Maximum	394.56
Range	19014
Interquartile range (IQR)	720.148

Descriptive statistics

Standard deviation	1545.7363
Coefficient of variation (CV)	-0.28944564
Kurtosis	18.14172
Mean	-5340.3338
Median Absolute Deviation (MAD)	308.67
Skewness	-3.2730232
Sum	-5340333.8
Variance	2389300.8
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
-4522.64	2	0.2%
-5239.84	2	0.2%
-5043.24	2	0.2%
-4957.24	2	0.2%
-5013.44	2	0.2%
-5011.24	2	0.2%
-5366.04	2	0.2%
-5316.64	2	0.2%
-6891.44	2	0.2%
-4986.04	2	0.2%
Other values (970)	980	98.0%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
-18619.44	1	0.1%
-16711.44	1	0.1%
-16149.44	1	0.1%
-15835.44	1	0.1%
-14119.44	1	0.1%
-13759.44	1	0.1%
-13359.44	1	0.1%
-13273.44	1	0.1%
-12475.44	1	0.1%
-12227.44	1	0.1%

Value	Count	Frequency (%)
394.56	1	0.1%
-1163.44	1	0.1%
-1195.44	1	0.1%
-1327.44	1	0.1%
-1415.44	1	0.1%
-1727.44	1	0.1%
-1813.44	1	0.1%
-1859.44	1	0.1%
-1909.44	1	0.1%
-2153.44	1	0.1%

F4
Real number (ℝ)

Distinct	955
Distinct (%)	95.5%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	-13.264612

Minimum	-24.168
Maximum	-10.53456
Zeros	0
Zeros (%)	0.0%
Negative	1000
Negative (%)	100.0%
Memory size	7.9 KiB

Quantile statistics

Minimum	-24.168
5-th percentile	-18.8742
Q1	-14.34075
median	-12.50715
Q3	-11.3808
95-th percentile	-10.69845
Maximum	-10.53456
Range	13.63344
Interquartile range (IQR)	2.95995

Descriptive statistics

Standard deviation	2.5264282
Coefficient of variation (CV)	-0.19046378
Kurtosis	1.8661342
Mean	-13.264612
Median Absolute Deviation (MAD)	1.32525
Skewness	-1.4311635
Sum	-13264.612
Variance	6.3828393
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
-11.2713	3	0.3%
-14.508	3	0.3%
-10.9371	2	0.2%
-16.995	2	0.2%
-14.052	2	0.2%
-13.722	2	0.2%
-12.0342	2	0.2%
-12.4596	2	0.2%
-11.574	2	0.2%
-14.673	2	0.2%
Other values (945)	978	97.8%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
-24.168	1	0.1%
-23.286	1	0.1%
-23.259	1	0.1%
-23.04	1	0.1%
-22.734	1	0.1%
-22.518	1	0.1%
-22.002	1	0.1%
-21.855	1	0.1%
-21.492	1	0.1%
-21.381	1	0.1%

Value	Count	Frequency (%)
-10.53456	1	0.1%
-10.53609	1	0.1%
-10.5399	1	0.1%
-10.54104	1	0.1%
-10.54704	1	0.1%
-10.54893	1	0.1%
-10.55298	1	0.1%
-10.55349	1	0.1%
-10.55355	1	0.1%
-10.56861	1	0.1%

F5
Real number (ℝ)

Distinct	941
Distinct (%)	94.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	-6.308243

Minimum	-13.593
Maximum	-3.993498
Zeros	0
Zeros (%)	0.0%
Negative	1000
Negative (%)	100.0%
Memory size	7.9 KiB

Quantile statistics

Minimum	-13.593
5-th percentile	-9.79035
Q1	-7.38075
median	-5.8815
Q3	-4.863375
95-th percentile	-4.165536
Maximum	-3.993498
Range	9.599502
Interquartile range (IQR)	2.517375

Descriptive statistics

Standard deviation	1.776885
Coefficient of variation (CV)	-0.28167669
Kurtosis	0.64213197
Mean	-6.308243
Median Absolute Deviation (MAD)	1.1829
Skewness	-0.95673779
Sum	-6308.243
Variance	3.1573204
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
-7.875	3	0.3%
-7.335	3	0.3%
-4.3572	3	0.3%
-7.494	3	0.3%
-5.4156	2	0.2%
-8.589	2	0.2%
-7.386	2	0.2%
-4.7757	2	0.2%
-7.104	2	0.2%
-7.644	2	0.2%
Other values (931)	976	97.6%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
-13.593	1	0.1%
-13.416	1	0.1%
-12.684	1	0.1%
-12.435	1	0.1%
-12.177	1	0.1%
-11.913	1	0.1%
-11.643	1	0.1%
-11.559	1	0.1%
-11.553	1	0.1%
-11.454	1	0.1%

Value	Count	Frequency (%)
-3.993498	1	0.1%
-4.009221	1	0.1%
-4.010682	1	0.1%
-4.015149	1	0.1%
-4.02435	1	0.1%
-4.02771	1	0.1%
-4.03278	1	0.1%
-4.03527	1	0.1%
-4.03566	1	0.1%
-4.0365	1	0.1%

F6
Categorical

Distinct	2
Distinct (%)	0.2%
Missing	0
Missing (%)	0.0%
Memory size	7.9 KiB

1	515
0	485

Length

Max length	1
Median length	1
Mean length	1
Min length	1

Characters and Unicode

Total characters	1000
Distinct characters	2
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	1
2nd row	0
3rd row	1
4th row	1
5th row	1

Common Values

Value	Count	Frequency (%)
1	515	51.5%
0	485	48.5%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
1	515	51.5%
0	485	48.5%

Most occurring characters

Value	Count	Frequency (%)
1	515	51.5%
0	485	48.5%

Most occurring categories

Value	Count	Frequency (%)
Decimal Number	1000	100.0%

Most frequent character per category

Decimal Number

Value	Count	Frequency (%)
1	515	51.5%
0	485	48.5%

Most occurring scripts

Value	Count	Frequency (%)
Common	1000	100.0%

Most frequent character per script

Common

Value	Count	Frequency (%)
1	515	51.5%
0	485	48.5%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	1000	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
1	515	51.5%
0	485	48.5%

F7
Real number (ℝ)

Distinct	961
Distinct (%)	96.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	5.8676394

Minimum	3.94266
Maximum	12.712
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	7.9 KiB

Quantile statistics

Minimum	3.94266
5-th percentile	4.05032
Q1	4.5011
median	5.2897
Q3	6.663
95-th percentile	9.671
Maximum	12.712
Range	8.76934
Interquartile range (IQR)	2.1619

Descriptive statistics

Standard deviation	1.7749821
Coefficient of variation (CV)	0.30250361
Kurtosis	1.3416236
Mean	5.8676394
Median Absolute Deviation (MAD)	0.9551
Skewness	1.3297723
Sum	5867.6394
Variance	3.1505615
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
6.98	3	0.3%
6.358	3	0.3%
6.794	2	0.2%
4.9848	2	0.2%
6.458	2	0.2%
4.1594	2	0.2%
6.252	2	0.2%
5.908	2	0.2%
7.244	2	0.2%
5.3268	2	0.2%
Other values (951)	978	97.8%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
3.94266	1	0.1%
3.94484	1	0.1%
3.94736	1	0.1%
3.95024	1	0.1%
3.95056	1	0.1%
3.95124	1	0.1%
3.95232	1	0.1%
3.954	1	0.1%
3.95418	1	0.1%
3.95468	1	0.1%

Value	Count	Frequency (%)
12.712	1	0.1%
12.368	1	0.1%
12.278	1	0.1%
12.276	1	0.1%
12.274	1	0.1%
12.194	1	0.1%
12.05	1	0.1%
11.66	1	0.1%
11.6	1	0.1%
11.542	1	0.1%

F8
Real number (ℝ)

Distinct	974
Distinct (%)	97.4%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	-13.701405

Minimum	-29.77
Maximum	3.43
Zeros	0
Zeros (%)	0.0%
Negative	996
Negative (%)	99.6%
Memory size	7.9 KiB

Quantile statistics

Minimum	-29.77
5-th percentile	-22.2564
Q1	-17.3005
median	-13.62295
Q3	-10.1585
95-th percentile	-4.93635
Maximum	3.43
Range	33.2
Interquartile range (IQR)	7.142

Descriptive statistics

Standard deviation	5.2142544
Coefficient of variation (CV)	-0.38056348
Kurtosis	-0.061502656
Mean	-13.701405
Median Absolute Deviation (MAD)	3.576
Skewness	0.020337166
Sum	-13701.405
Variance	27.188449
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
-15.598	3	0.3%
-11.237	2	0.2%
-12.435	2	0.2%
-14.949	2	0.2%
-9.454	2	0.2%
-12.269	2	0.2%
-12.9804	2	0.2%
-12.367	2	0.2%
-17.405	2	0.2%
-16.961	2	0.2%
Other values (964)	979	97.9%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
-29.77	1	0.1%
-27.59	1	0.1%
-27.48	1	0.1%
-26.61	1	0.1%
-26.4	1	0.1%
-26.35	1	0.1%
-26.28	1	0.1%
-26.24	1	0.1%
-26.23	1	0.1%
-26.2	1	0.1%

Value	Count	Frequency (%)
3.43	1	0.1%
1.29	1	0.1%
0.84	1	0.1%
0.23	1	0.1%
-0.06	1	0.1%
-0.42	1	0.1%
-0.5	1	0.1%
-1.14	1	0.1%
-1.56	1	0.1%
-1.61	1	0.1%

F9
Real number (ℝ)

Distinct	946
Distinct (%)	94.6%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	-19.974703

Minimum	-136.42
Maximum	-0.130082
Zeros	0
Zeros (%)	0.0%
Negative	1000
Negative (%)	100.0%
Memory size	7.9 KiB

Quantile statistics

Minimum	-136.42
5-th percentile	-58.461
Q1	-27.285
median	-13.59
Q3	-5.87
95-th percentile	-1.23089
Maximum	-0.130082
Range	136.28992
Interquartile range (IQR)	21.415

Descriptive statistics

Standard deviation	19.792541
Coefficient of variation (CV)	-0.99088034
Kurtosis	4.6306849
Mean	-19.974703
Median Absolute Deviation (MAD)	8.994
Skewness	-1.9126264
Sum	-19974.703
Variance	391.74466
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
-22.2	3	0.3%
-26.5	3	0.3%
-12.378	2	0.2%
-3.408	2	0.2%
-5.052	2	0.2%
-2.906	2	0.2%
-4.116	2	0.2%
-48.6	2	0.2%
-46.82	2	0.2%
-72.66	2	0.2%
Other values (936)	978	97.8%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
-136.42	1	0.1%
-117.54	1	0.1%
-114.8	1	0.1%
-108.52	1	0.1%
-106.12	1	0.1%
-104.22	1	0.1%
-103.6	1	0.1%
-99.9	1	0.1%
-95.44	1	0.1%
-94.18	1	0.1%

Value	Count	Frequency (%)
-0.130082	1	0.1%
-0.15318	1	0.1%
-0.16628	1	0.1%
-0.1925	1	0.1%
-0.21986	1	0.1%
-0.26036	1	0.1%
-0.28172	1	0.1%
-0.30098	1	0.1%
-0.3252	1	0.1%
-0.3864	1	0.1%

F10
Real number (ℝ)

Distinct	952
Distinct (%)	95.2%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	3.9462801

Minimum	3.00342
Maximum	7.555
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	7.9 KiB

Quantile statistics

Minimum	3.00342
5-th percentile	3.05149
Q1	3.276925
median	3.64255
Q3	4.38925
95-th percentile	5.82965
Maximum	7.555
Range	4.55158
Interquartile range (IQR)	1.112325

Descriptive statistics

Standard deviation	0.89226133
Coefficient of variation (CV)	0.22610188
Kurtosis	1.7990544
Mean	3.9462801
Median Absolute Deviation (MAD)	0.4316
Skewness	1.4211338
Sum	3946.2801
Variance	0.79613028
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
4.151	3	0.3%
4.163	3	0.3%
3.953	3	0.3%
3.4114	2	0.2%
3.6094	2	0.2%
5.463	2	0.2%
4.473	2	0.2%
3.0876	2	0.2%
3.2167	2	0.2%
4.272	2	0.2%
Other values (942)	977	97.7%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
3.00342	1	0.1%
3.00388	1	0.1%
3.00582	1	0.1%
3.00618	1	0.1%
3.00677	1	0.1%
3.00714	1	0.1%
3.00715	1	0.1%
3.0073	1	0.1%
3.00855	1	0.1%
3.00925	1	0.1%

Value	Count	Frequency (%)
7.555	1	0.1%
7.542	1	0.1%
7.377	1	0.1%
7.359	1	0.1%
7.266	1	0.1%
7.216	1	0.1%
7.193	1	0.1%
7.166	1	0.1%
7.102	1	0.1%
7.094	1	0.1%

F11
Real number (ℝ)

Distinct	978
Distinct (%)	97.8%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	-2670.6858

Minimum	-4674.3
Maximum	503.7
Zeros	0
Zeros (%)	0.0%
Negative	999
Negative (%)	99.9%
Memory size	7.9 KiB

Quantile statistics

Minimum	-4674.3
5-th percentile	-3042.585
Q1	-2862.56
median	-2783.065
Q3	-2616.5
95-th percentile	-1884.495
Maximum	503.7
Range	5178
Interquartile range (IQR)	246.06

Descriptive statistics

Standard deviation	446.4814
Coefficient of variation (CV)	-0.16717856
Kurtosis	11.336581
Mean	-2670.6858
Median Absolute Deviation (MAD)	100.595
Skewness	2.6061769
Sum	-2670685.8
Variance	199345.64
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
-2659.2	3	0.3%
-2849.1	2	0.2%
-2859.07	2	0.2%
-2701.5	2	0.2%
-2732.3	2	0.2%
-2889.86	2	0.2%
-2727.6	2	0.2%
-2651.2	2	0.2%
-2595.3	2	0.2%
-2722.6	2	0.2%
Other values (968)	979	97.9%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
-4674.3	1	0.1%
-4066.3	1	0.1%
-3956.3	1	0.1%
-3838.3	1	0.1%
-3831.5	1	0.1%
-3772.1	1	0.1%
-3685	1	0.1%
-3571.5	1	0.1%
-3546.3	1	0.1%
-3482.7	1	0.1%

Value	Count	Frequency (%)
503.7	1	0.1%
-102.3	1	0.1%
-229.3	1	0.1%
-368.3	1	0.1%
-387.3	1	0.1%
-486.3	1	0.1%
-538.3	1	0.1%
-570.3	1	0.1%
-580.3	1	0.1%
-595.3	1	0.1%

F12
Real number (ℝ)

Distinct	930
Distinct (%)	93.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	-3.5283126

Minimum	-10.744
Maximum	-1.64318
Zeros	0
Zeros (%)	0.0%
Negative	1000
Negative (%)	100.0%
Memory size	7.9 KiB

Quantile statistics

Minimum	-10.744
5-th percentile	-7.0392
Q1	-4.398
median	-3.0084
Q3	-2.20075
95-th percentile	-1.725456
Maximum	-1.64318
Range	9.10082
Interquartile range (IQR)	2.19725

Descriptive statistics

Standard deviation	1.7354655
Coefficient of variation (CV)	-0.49186839
Kurtosis	1.7590447
Mean	-3.5283126
Median Absolute Deviation (MAD)	0.96
Skewness	-1.3725463
Sum	-3528.3126
Variance	3.0118403
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
-3.982	3	0.3%
-6.18	3	0.3%
-2.2724	3	0.3%
-3.766	3	0.3%
-3.922	3	0.3%
-5.238	2	0.2%
-4.476	2	0.2%
-5.024	2	0.2%
-4.658	2	0.2%
-6.084	2	0.2%
Other values (920)	975	97.5%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
-10.744	1	0.1%
-10.626	1	0.1%
-10.464	1	0.1%
-9.942	1	0.1%
-9.918	1	0.1%
-9.81	1	0.1%
-9.598	1	0.1%
-9.53	1	0.1%
-9.43	1	0.1%
-9.404	1	0.1%

Value	Count	Frequency (%)
-1.64318	2	0.2%
-1.64476	1	0.1%
-1.64618	1	0.1%
-1.64924	1	0.1%
-1.65034	1	0.1%
-1.65158	1	0.1%
-1.65736	1	0.1%
-1.6596	1	0.1%
-1.66304	1	0.1%
-1.66334	1	0.1%

F13
Real number (ℝ)

Distinct	976
Distinct (%)	97.6%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	6.2525208

Minimum	5.7600023
Maximum	12.152
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	7.9 KiB

Quantile statistics

Minimum	5.7600023
5-th percentile	5.7618528
Q1	5.8105325
median	5.97975
Q3	6.40035
95-th percentile	7.6191
Maximum	12.152
Range	6.3919977
Interquartile range (IQR)	0.5898175

Descriptive statistics

Standard deviation	0.72625262
Coefficient of variation (CV)	0.11615357
Kurtosis	13.51556
Mean	6.2525208
Median Absolute Deviation (MAD)	0.20236
Skewness	3.0609482
Sum	6252.5208
Variance	0.52744287
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
5.78526	2	0.2%
5.8787	2	0.2%
5.9999	2	0.2%
5.9194	2	0.2%
7.064	2	0.2%
5.8944	2	0.2%
5.922	2	0.2%
7.089	2	0.2%
5.908	2	0.2%
6.0502	2	0.2%
Other values (966)	980	98.0%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
5.7600023	1	0.1%
5.7600027	1	0.1%
5.7600043	1	0.1%
5.7600053	1	0.1%
5.7600055	2	0.2%
5.7600065	1	0.1%
5.7600222	1	0.1%
5.7600292	1	0.1%
5.7600297	1	0.1%
5.7600331	1	0.1%

Value	Count	Frequency (%)
12.152	1	0.1%
11.839	1	0.1%
10.885	1	0.1%
10.458	1	0.1%
9.627	1	0.1%
9.554	1	0.1%
9.399	1	0.1%
9.376	1	0.1%
9.339	1	0.1%
9.298	1	0.1%

F14
Real number (ℝ)

Distinct	975
Distinct (%)	97.5%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	-11636.477

Minimum	-19748.76
Maximum	-1151.76
Zeros	0
Zeros (%)	0.0%
Negative	1000
Negative (%)	100.0%
Memory size	7.9 KiB

Quantile statistics

Minimum	-19748.76
5-th percentile	-13900.215
Q1	-12024.735
median	-11618.2
Q3	-11189.16
95-th percentile	-9300.03
Maximum	-1151.76
Range	18597
Interquartile range (IQR)	835.575

Descriptive statistics

Standard deviation	1506.0916
Coefficient of variation (CV)	-0.12942849
Kurtosis	8.4713641
Mean	-11636.477
Median Absolute Deviation (MAD)	416.8095
Skewness	-0.041243454
Sum	-11636477
Variance	2268311.9
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
-10775.76	2	0.2%
-12014.46	2	0.2%
-11697.99	2	0.2%
-11189.16	2	0.2%
-12801.96	2	0.2%
-11171.46	2	0.2%
-12328.26	2	0.2%
-13406.46	2	0.2%
-12479.16	2	0.2%
-11222.46	2	0.2%
Other values (965)	980	98.0%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
-19748.76	1	0.1%
-19589.76	1	0.1%
-19016.76	1	0.1%
-18221.76	1	0.1%
-18185.76	1	0.1%
-17897.76	1	0.1%
-17741.76	1	0.1%
-17414.76	1	0.1%
-16913.76	1	0.1%
-16826.76	1	0.1%

Value	Count	Frequency (%)
-1151.76	1	0.1%
-4070.76	1	0.1%
-5162.76	1	0.1%
-5249.76	1	0.1%
-5363.76	1	0.1%
-5783.76	1	0.1%
-6119.76	1	0.1%
-6350.76	1	0.1%
-6587.76	1	0.1%
-6632.76	1	0.1%

F15
Real number (ℝ)

Distinct	972
Distinct (%)	97.2%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	24081.766

Minimum	6332.64
Maximum	43343.64
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	7.9 KiB

Quantile statistics

Minimum	6332.64
5-th percentile	21334.17
Q1	22928.873
median	23498.94
Q3	24481.89
95-th percentile	29376.54
Maximum	43343.64
Range	37011
Interquartile range (IQR)	1553.0175

Descriptive statistics

Standard deviation	2999.6916
Coefficient of variation (CV)	0.12456278
Kurtosis	11.870644
Mean	24081.766
Median Absolute Deviation (MAD)	700.05
Skewness	1.656686
Sum	24081766
Variance	8998149.9
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
23790.24	3	0.3%
28475.64	3	0.3%
23558.64	2	0.2%
23709.84	2	0.2%
30185.64	2	0.2%
24734.04	2	0.2%
23611.74	2	0.2%
23507.94	2	0.2%
29222.64	2	0.2%
23627.34	2	0.2%
Other values (962)	978	97.8%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
6332.64	1	0.1%
8312.64	1	0.1%
8942.64	1	0.1%
10511.64	1	0.1%
12308.64	1	0.1%
12437.64	1	0.1%
16802.64	1	0.1%
17780.64	1	0.1%
18035.64	1	0.1%
18062.64	1	0.1%

Value	Count	Frequency (%)
43343.64	1	0.1%
42368.64	1	0.1%
40589.64	1	0.1%
40586.64	1	0.1%
39614.64	1	0.1%
38987.64	1	0.1%
38588.64	1	0.1%
37079.64	1	0.1%
36917.64	1	0.1%
36908.64	1	0.1%

F16
Categorical

Distinct	2
Distinct (%)	0.2%
Missing	0
Missing (%)	0.0%
Memory size	7.9 KiB

-0.4	500
-1.4	500

Length

Max length	4
Median length	4
Mean length	4
Min length	4

Characters and Unicode

Total characters	4000
Distinct characters	5
Distinct categories	3 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	-0.4
2nd row	-1.4
3rd row	-0.4
4th row	-0.4
5th row	-1.4

Common Values

Value	Count	Frequency (%)
-0.4	500	50.0%
-1.4	500	50.0%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
0.4	500	50.0%
1.4	500	50.0%

Most occurring characters

Value	Count	Frequency (%)
-	1000	25.0%
.	1000	25.0%
4	1000	25.0%
0	500	12.5%
1	500	12.5%

Most occurring categories

Value	Count	Frequency (%)
Decimal Number	2000	50.0%
Dash Punctuation	1000	25.0%
Other Punctuation	1000	25.0%

Most frequent character per category

Decimal Number

Value	Count	Frequency (%)
4	1000	50.0%
0	500	25.0%
1	500	25.0%

Dash Punctuation

Value	Count	Frequency (%)
-	1000	100.0%

Other Punctuation

Value	Count	Frequency (%)
.	1000	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Common	4000	100.0%

Most frequent character per script

Common

Value	Count	Frequency (%)
-	1000	25.0%
.	1000	25.0%
4	1000	25.0%
0	500	12.5%
1	500	12.5%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	4000	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
-	1000	25.0%
.	1000	25.0%
4	1000	25.0%
0	500	12.5%
1	500	12.5%

F17
Real number (ℝ)

Distinct	964
Distinct (%)	96.4%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	103818.02

Minimum	94174.66
Maximum	112720.66
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	7.9 KiB

Quantile statistics

Minimum	94174.66
5-th percentile	103563.63
Q1	103813.21
median	103849.54
Q3	103888.61
95-th percentile	104071.36
Maximum	112720.66
Range	18546
Interquartile range (IQR)	75.405

Descriptive statistics

Standard deviation	664.88437
Coefficient of variation (CV)	0.0064043256
Kurtosis	124.94736
Mean	103818.02
Median Absolute Deviation (MAD)	37.955
Skewness	-4.8188525
Sum	1.0381802 × 10⁸
Variance	442071.23
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
103856.66	3	0.3%
103848.47	2	0.2%
103775.62	2	0.2%
103884.66	2	0.2%
103867.19	2	0.2%
103835.9	2	0.2%
103872.48	2	0.2%
103858.17	2	0.2%
103835.69	2	0.2%
103852.3	2	0.2%
Other values (954)	979	97.9%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
94174.66	1	0.1%
94892.66	1	0.1%
97180.66	1	0.1%
99060.66	1	0.1%
99544.66	1	0.1%
100012.66	1	0.1%
100660.66	1	0.1%
101204.66	1	0.1%
101308.66	1	0.1%
102073.66	1	0.1%

Value	Count	Frequency (%)
112720.66	1	0.1%
107960.66	1	0.1%
106002.66	1	0.1%
105597.86	1	0.1%
105495.46	1	0.1%
105361.06	1	0.1%
105133.86	1	0.1%
105041.46	1	0.1%
104902.46	1	0.1%
104852.06	1	0.1%

F18
Real number (ℝ)

Distinct	950
Distinct (%)	95.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	4.0016761

Minimum	2.14332
Maximum	11.058
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	7.9 KiB

Quantile statistics

Minimum	2.14332
5-th percentile	2.239737
Q1	2.7029
median	3.4498
Q3	4.923
95-th percentile	7.5434
Maximum	11.058
Range	8.91468
Interquartile range (IQR)	2.2201

Descriptive statistics

Standard deviation	1.7296722
Coefficient of variation (CV)	0.43223694
Kurtosis	1.9661959
Mean	4.0016761
Median Absolute Deviation (MAD)	0.9237
Skewness	1.4309999
Sum	4001.6761
Variance	2.991766
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
2.7874	3	0.3%
5.58	3	0.3%
5.082	3	0.3%
2.7782	2	0.2%
5.818	2	0.2%
4.416	2	0.2%
4.05	2	0.2%
5.024	2	0.2%
2.6648	2	0.2%
4.622	2	0.2%
Other values (940)	977	97.7%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
2.14332	1	0.1%
2.14352	1	0.1%
2.14356	1	0.1%
2.14474	1	0.1%
2.14576	1	0.1%
2.15802	1	0.1%
2.16062	1	0.1%
2.16388	1	0.1%
2.1647	1	0.1%
2.1654	1	0.1%

Value	Count	Frequency (%)
11.058	1	0.1%
10.88	1	0.1%
10.724	1	0.1%
10.356	1	0.1%
10.322	1	0.1%
10.294	1	0.1%
10.166	1	0.1%
10.016	1	0.1%
9.99	1	0.1%
9.904	1	0.1%

F19
Real number (ℝ)

Distinct	977
Distinct (%)	97.7%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	1474.5324

Minimum	-456.08
Maximum	4337.92
Zeros	0
Zeros (%)	0.0%
Negative	4
Negative (%)	0.4%
Memory size	7.9 KiB

Quantile statistics

Minimum	-456.08
5-th percentile	1143.69
Q1	1441.89
median	1505.215
Q3	1542.3875
95-th percentile	1692.815
Maximum	4337.92
Range	4794
Interquartile range (IQR)	100.4975

Descriptive statistics

Standard deviation	234.67574
Coefficient of variation (CV)	0.15915265
Kurtosis	35.960396
Mean	1474.5324
Median Absolute Deviation (MAD)	47.1
Skewness	-0.28329472
Sum	1474532.4
Variance	55072.705
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
1519.1	2	0.2%
1429.12	2	0.2%
1476.36	2	0.2%
1141.22	2	0.2%
1332.02	2	0.2%
1412.02	2	0.2%
1408.72	2	0.2%
1426.12	2	0.2%
1473.56	2	0.2%
1427.72	2	0.2%
Other values (967)	980	98.0%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
-456.08	1	0.1%
-172.08	1	0.1%
-100.08	1	0.1%
-95.08	1	0.1%
192.92	1	0.1%
297.92	1	0.1%
467.92	1	0.1%
542.82	1	0.1%
556.12	1	0.1%
612.82	1	0.1%

Value	Count	Frequency (%)
4337.92	1	0.1%
2687.92	1	0.1%
2247.82	1	0.1%
2185.72	1	0.1%
2157.92	1	0.1%
2138.02	1	0.1%
2128.82	1	0.1%
2090.92	1	0.1%
2083.22	1	0.1%
2076.92	1	0.1%

F20
Real number (ℝ)

Distinct	979
Distinct (%)	97.9%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	-3983.342

Minimum	-14687.48
Maximum	7362.52
Zeros	0
Zeros (%)	0.0%
Negative	976
Negative (%)	97.6%
Memory size	7.9 KiB

Quantile statistics

Minimum	-14687.48
5-th percentile	-5388.06
Q1	-4524.09
median	-4226.07
Q3	-3709.88
95-th percentile	-1823.08
Maximum	7362.52
Range	22050
Interquartile range (IQR)	814.21

Descriptive statistics

Standard deviation	1444.5331
Coefficient of variation (CV)	-0.36264351
Kurtosis	16.645003
Mean	-3983.342
Median Absolute Deviation (MAD)	366.21
Skewness	1.9090319
Sum	-3983342
Variance	2086675.9
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
-4647.88	2	0.2%
-4744.28	2	0.2%
-4934.68	2	0.2%
-3565.88	2	0.2%
-4917.88	2	0.2%
-4103.68	2	0.2%
-4644.08	2	0.2%
-4079.68	2	0.2%
-4627.28	2	0.2%
-4644.48	2	0.2%
Other values (969)	980	98.0%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
-14687.48	1	0.1%
-10643.48	1	0.1%
-10127.48	1	0.1%
-8997.48	1	0.1%
-8799.48	1	0.1%
-8441.48	1	0.1%
-7835.48	1	0.1%
-7365.48	1	0.1%
-7339.48	1	0.1%
-7163.48	1	0.1%

Value	Count	Frequency (%)
7362.52	1	0.1%
6326.52	1	0.1%
5720.52	1	0.1%
4724.52	1	0.1%
3438.52	1	0.1%
2984.52	1	0.1%
2952.52	1	0.1%
2436.52	1	0.1%
2206.52	1	0.1%
1810.52	1	0.1%

F21
Real number (ℝ)

HIGH CORRELATION
MISSING

Distinct	278
Distinct (%)	55.6%
Missing	500
Missing (%)	50.0%
Infinite	0
Infinite (%)	0.0%
Mean	-44.68914

Minimum	-53.52
Maximum	-31.47
Zeros	0
Zeros (%)	0.0%
Negative	500
Negative (%)	50.0%
Memory size	7.9 KiB

Quantile statistics

Minimum	-53.52
5-th percentile	-49.686
Q1	-46.86
median	-44.76
Q3	-42.4725
95-th percentile	-39.5385
Maximum	-31.47
Range	22.05
Interquartile range (IQR)	4.3875

Descriptive statistics

Standard deviation	3.1618325
Coefficient of variation (CV)	-0.070751697
Kurtosis	0.035770391
Mean	-44.68914
Median Absolute Deviation (MAD)	2.19
Skewness	0.1225613
Sum	-22344.57
Variance	9.9971846
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
-45	6	0.6%
-47.07	5	0.5%
-45.81	5	0.5%
-45.48	5	0.5%
-43.92	5	0.5%
-43.56	5	0.5%
-48.81	5	0.5%
-46.86	5	0.5%
-45.78	5	0.5%
-42.78	4	0.4%
Other values (268)	450	45.0%
(Missing)	500	50.0%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
-53.52	1	0.1%
-52.56	1	0.1%
-52.32	1	0.1%
-52.26	1	0.1%
-51.33	3	0.3%
-51.27	1	0.1%
-51.18	1	0.1%
-51.15	1	0.1%
-51	1	0.1%
-50.85	1	0.1%

Value	Count	Frequency (%)
-31.47	1	0.1%
-36.18	1	0.1%
-37.23	1	0.1%
-37.35	1	0.1%
-37.59	1	0.1%
-38.28	1	0.1%
-38.4	1	0.1%
-38.49	1	0.1%
-38.58	1	0.1%
-38.61	3	0.3%

Class
Unsupported

MISSING
REJECTED
UNSUPPORTED

Missing	1000
Missing (%)	100.0%
Memory size	7.9 KiB

Auto

The auto setting is an interpretable pairwise column metric of the following mapping:

Variable_type-Variable_type : Method, Range
Categorical-Categorical : Cramer's V, [0,1]
Numerical-Categorical : Cramer's V, [0,1] (using a discretized numerical column)
Numerical-Numerical : Spearman's ρ, [-1,1]

The number of bins used in the discretization for the Numerical-Categorical column pair can be changed using config.correlations["auto"].n_bins. The number of bins affects the granularity of the association you wish to measure.

This configuration uses the recommended metric for each pair of columns.

Spearman's ρ

The Spearman's rank correlation coefficient (ρ) is a measure of monotonic correlation between two variables, and is therefore better in catching nonlinear monotonic correlations than Pearson's r. It's value lies between -1 and +1, -1 indicating total negative monotonic correlation, 0 indicating no monotonic correlation and 1 indicating total positive monotonic correlation.

To calculate ρ for two variables X and Y, one divides the covariance of the rank variables of X and Y by the product of their standard deviations.

Pearson's r

The Pearson's correlation coefficient (r) is a measure of linear correlation between two variables. It's value lies between -1 and +1, -1 indicating total negative linear correlation, 0 indicating no linear correlation and 1 indicating total positive linear correlation. Furthermore, r is invariant under separate changes in location and scale of the two variables, implying that for a linear function the angle to the x-axis does not affect r.

To calculate r for two variables X and Y, one divides the covariance of X and Y by the product of their standard deviations.

Kendall's τ

Similarly to Spearman's rank correlation coefficient, the Kendall rank correlation coefficient (τ) measures ordinal association between two variables. It's value lies between -1 and +1, -1 indicating total negative correlation, 0 indicating no correlation and 1 indicating total positive correlation.

To calculate τ for two variables X and Y, one determines the number of concordant and discordant pairs of observations. τ is given by the number of concordant pairs minus the discordant pairs divided by the total number of pairs.

Cramér's V (φc)

Cramér's V is an association measure for nominal random variables. The coefficient ranges from 0 to 1, with 0 indicating independence and 1 indicating perfect association. The empirical estimators used for Cramér's V have been proved to be biased, even for large samples. We use a bias-corrected measure that has been proposed by Bergsma in 2013 that can be found here.

Phik (φk)

Phik (φk) is a new and practical correlation coefficient that works consistently between categorical, ordinal and interval variables, captures non-linear dependency and reverts to the Pearson correlation coefficient in case of a bivariate normal input distribution. There is extensive documentation available here.

Count
Matrix

A simple visualization of nullity by column.

Nullity matrix is a data-dense display which lets you quickly visually pick out patterns in data completion.

First rows
Last rows

	F1	F2	F3	F4	F5	F6	F7	F8	F9	F10	F11	F12	F13	F14	F15	F16	F17	F18	F19	F20	F21	Class
0	1.5620	1	-4522.64	-10.78410	-6.7038	1	5.4270	-9.679	-18.566000	5.86600	-3368.8000	-1.84740	5.761109	-11347.23	22929.33	-0.4	103741.46	4.0760	1466.0700	-4266.40	NaN	NaN
1	1.8400	1	-3893.64	-12.68850	-7.9830	0	4.5008	-11.561	-25.920000	3.18100	-2838.2092	-2.91880	6.797000	-11289.36	25723.74	-1.4	103858.01	2.6546	1607.6600	-4802.48	-44.91	NaN
2	0.3782	1	-4916.46	-11.93910	-5.1132	1	5.3808	-13.281	-20.240000	3.04817	-2562.5000	-3.90400	6.922000	-11133.06	23138.58	-0.4	105361.06	5.6300	1543.2200	-4220.46	-45.66	NaN
3	1.1410	0	-8705.44	-10.97370	-6.9564	1	6.5020	-12.101	-13.626000	3.28770	-1907.8000	-6.14800	9.260000	-11773.53	23100.78	-0.4	103835.75	2.3680	1532.0397	-4612.88	-43.26	NaN
4	1.4360	1	-6963.44	-15.97800	-10.2420	1	4.2970	-11.596	-14.624000	3.55760	-2739.5300	-1.64318	5.997600	-11937.06	27299.64	-1.4	103877.64	2.6908	1084.3200	-4557.08	-44.82	NaN
5	0.5494	1	-5234.24	-10.60332	-5.8017	1	6.1560	-11.400	-1.745000	3.06040	-643.3000	-2.75340	7.703000	-12663.36	22854.84	-1.4	103795.72	5.9200	1490.6400	-5650.08	-48.30	NaN
6	0.6483	0	-4873.00	-11.34420	-4.3818	0	4.1438	-7.197	-51.560000	3.41470	-2971.4000	-6.50200	5.760033	-12384.66	31388.64	-1.4	103877.48	4.4040	1485.0800	-3358.68	NaN	NaN
7	2.4590	0	-6965.44	-11.26290	-8.6520	0	4.9574	-20.824	-56.980000	5.41800	-2970.1000	-2.29660	5.832100	-11756.97	22994.61	-1.4	103877.22	2.5452	1485.0600	-4438.76	NaN	NaN
8	0.4837	1	-4708.72	-10.82610	-8.9910	0	9.6680	-18.146	-16.208000	3.01154	-2065.2000	-2.62080	5.802190	-10955.16	23490.84	-1.4	103774.06	3.1834	1537.1280	-1931.48	-45.48	NaN
9	0.9784	1	-5049.44	-13.80600	-5.4939	0	8.3440	-8.720	-0.130082	3.53010	-2730.5000	-6.07600	6.319000	-11318.46	23087.49	-0.4	103747.74	3.8546	1549.7900	-4573.68	-39.69	NaN

	F1	F2	F3	F4	F5	F6	F7	F8	F9	F10	F11	F12	F13	F14	F15	F16	F17	F18	F19	F20	F21	Class
990	0.33410	0	-4852.14	-10.7082	-8.39100	0	7.4020	-10.704	-0.5926	3.6319	-3050.200	-2.1746	5.816510	-11426.430	23911.74	-0.4	103858.35	5.8180	1666.82	-5009.48	NaN	NaN
991	0.19000	1	-4676.34	-13.1007	-7.11000	0	5.2656	-15.670	-8.7140	4.3770	-2714.900	-2.8166	5.993100	-9566.760	24504.24	-0.4	103840.15	4.1380	1509.63	-4159.46	NaN	NaN
992	0.20960	0	-6965.44	-14.2650	-4.76940	0	4.2194	-16.035	-106.1200	3.3679	-2714.400	-8.4520	5.868000	-15974.760	20876.34	-1.4	103847.38	2.7874	1503.23	-3503.08	NaN	NaN
993	0.73340	0	-6475.04	-18.4800	-4.94100	1	7.2440	-26.100	-8.3680	3.8175	-2839.471	-3.6480	5.979300	-12303.060	22937.13	-0.4	103522.46	2.7366	1472.20	-4251.26	NaN	NaN
994	0.99750	1	-5228.24	-12.7146	-8.19600	1	7.8860	-11.717	-11.2920	3.7055	-2894.050	-5.8080	5.763297	-12084.060	23705.94	-0.4	103996.98	3.0116	1487.72	-3958.28	NaN	NaN
995	0.42190	1	-3638.64	-15.7710	-4.16595	0	7.3160	-19.894	-73.3600	5.4590	-2853.970	-7.5440	5.778300	-10418.160	23734.14	-1.4	103839.18	2.9136	1518.39	-4146.08	NaN	NaN
996	0.12335	0	-4821.32	-13.9560	-8.34000	0	4.7972	-7.204	-79.4200	3.3793	-2876.900	-5.8180	7.407000	-15800.760	25006.44	-0.4	103840.60	10.8800	1520.10	-4665.08	-45.93	NaN
997	0.11780	1	-4677.82	-11.5935	-4.02435	1	8.0940	-12.809	-1.9182	3.0642	-2787.270	-3.4944	5.960300	-4070.760	23033.76	-0.4	103993.70	9.6960	1493.18	552.52	-43.92	NaN
998	1.53400	0	-4893.36	-20.8680	-4.89450	1	5.1574	-18.655	-6.2880	3.9177	-2867.640	-3.0538	6.199500	-11618.257	22637.34	-0.4	103845.43	3.4610	1483.65	-4203.62	-44.46	NaN
999	1.33200	1	-5190.64	-11.3592	-4.27329	1	5.1350	-21.093	-15.7460	3.0527	-2036.700	-3.3648	5.768134	-11306.760	24056.04	-1.4	103801.56	3.4336	1617.32	-6953.48	NaN	NaN

Overview

Variables

Common Values

Length

Common Values (Plot)

Most occurring characters

Most occurring categories

Most frequent character per category

Decimal Number

Most occurring scripts

Most frequent character per script

Common

Most occurring blocks

Most frequent character per block

ASCII

Common Values

Length

Common Values (Plot)

Most occurring characters

Most occurring categories

Most frequent character per category

Decimal Number

Most occurring scripts

Most frequent character per script

Common

Most occurring blocks

Most frequent character per block

ASCII

Common Values

Length

Common Values (Plot)

Most occurring characters

Most occurring categories

Most frequent character per category

Decimal Number

Dash Punctuation

Other Punctuation

Most occurring scripts

Most frequent character per script

Common

Most occurring blocks

Most frequent character per block

ASCII

Interactions

Correlations

Auto

Spearman's ρ

Pearson's r

Kendall's τ

Cramér's V (φc)

Phik (φk)

Missing values

Sample